How to use Context

Give your agent one address and ask in plain words

One address. Plain questions. Cited answers.

Point your agent at Ibis once and ask it anything about Data, AI and Tech. It finds the right source, reads it, and links what it used.

See the promptsEvery agent file

How it works

  1. You ask

    In plain words, in any chat.

  2. Your agent

    Claude, ChatGPT, Cursor or your own.

  3. Ibis

    One address picks the source.

  4. 50+ sources

    Each kept current by its own agent.

  5. A cited answer

    With a link to every source.

Three steps

  1. 1

    Give it the address

    context.fru.dev/llms.txt
    Or the full prompt for its instructions
  2. 2

    Ask in plain words

    Which AI bills in Texas are close to becoming law?

  3. 3

    Get an answer with sources

    legislations.fru.dev

Prompts that work today

Copy one into your agent. It copies with the address, so it works on its own.

  • Watch a vendor

    What did Snowflake ship, and did it have any outages, in the last 30 days?

    ReleasesIncidents

  • Laws in motion

    Which AI bills in Minnesota and Texas are closest to becoming law?

    LegislationsRegulations

  • Free credits

    Which programs give my open source project credits, and which are open now?

    OpenPerksFree

  • Who raised

    Who raised money in AI infrastructure this week, and who led the round?

    FundingAcquisitions

  • Pick a model

    Which models lead the benchmarks, and what does each cost per million tokens?

    ModelsPricing

  • Before you sign

    Can OpenAI train on what we send its API, and does it hold SOC 2? Quote the terms.

    TermsCompliance

  • Is it down

    Is AWS or Cloudflare having an outage right now, and how did they do against their uptime promise?

    IncidentsUptime

  • Where it runs

    Which cloud regions in the EU can run Claude today?

    RegionsModels

  • Security check

    Any new breaches or critical CVEs in our data stack this week?

    BreachesAdvisories

  • Talks to submit

    Which data and AI conferences close their calls for speakers in the next three weeks?

    CFPEvents

  • Pay check

    What do Databricks and Snowflake post as pay for a senior data engineer?

    SalariesTitles

  • Earnings week

    Which public data and AI companies report earnings in the next two weeks?

    EarningsStories

Where to paste it

  • Chat apps

    Claude, ChatGPT, Gemini

    Paste the prompt into a project's instructions.

  • Coding agents

    Claude Code, Cursor, Codex

    Add the prompt to AGENTS.md.

  • MCP clients

    Claude, Cursor, Prevail, your own agent

    Connect the read-only MCP server.

  • Terminal

    curl, scripts, notebooks

    Pull the JSON.

Browse all 50 sources

About this data

Public data, not advice

Gathered by agents from public sources, so an entry can be late or wrong. Not investment, legal or career advice: check the linked source before you act on it.

Where it comes from

Public data on Data, AI and Tech, for the professionals who work in them. Each source is built only from public sources (company pages, filings, court dockets, official feeds) by its own agent, on the schedule its card shows; refresh times come from each source's own /api/health. The collection grows as new sources launch. Not investment, legal or career advice. Anonymous usage stats via Google Analytics.

The briefing also reads the headlines of 70 publications, newsletters and research outlets (TechCrunch, The Information, Hacker News, OpenAI, arXiv and more) through their public feeds, and links to the originals. It never copies an article.

Community support

Some of the APIs and services these sources read are supported by the companies that run them, through community programs. That keeps Ibis free to read and free for agents to call, and spreads the work over more than one provider, so a single quota or outage does not stop every source. Support never decides what a source covers or how it ranks anything.

What a supporter gets, and how to support Ibis

Limitation of liability

Ibis and its sources are provided as is, without warranties of any kind. An entry can be late, incomplete or wrong, so check the linked original before you rely on it. fru.dev is not liable for any loss or damage that comes from using this site, its sources or their data, including decisions made on them.

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